WSN-DS ― Training Data

Dataset statistics

Number of variables	17
Number of observations	294419
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	7261
Duplicate rows (%)	2.5%
Total size in memory	38.2 MiB
Average record size in memory	136.0 B

Variable types

Numeric	13
Categorical	4

Alerts

Dataset has 7261 (2.5%) duplicate rows	Duplicates
`adv_s` is highly overall correlated with `join_r` and 2 other fields	High correlation
`data_r` is highly overall correlated with `data_sent_to_bs` and 5 other fields	High correlation
`data_s` is highly overall correlated with `join_s` and 2 other fields	High correlation
`data_sent_to_bs` is highly overall correlated with `data_r` and 2 other fields	High correlation
`dist_ch_to_bs` is highly overall correlated with `data_r` and 3 other fields	High correlation
`is_target` is highly overall correlated with `join_s` and 1 other fields	High correlation
`join_r` is highly overall correlated with `adv_s` and 2 other fields	High correlation
`join_s` is highly overall correlated with `data_r` and 8 other fields	High correlation
`rank` is highly overall correlated with `adv_s`	High correlation
`sch_r` is highly overall correlated with `data_r` and 5 other fields	High correlation
`sch_s` is highly overall correlated with `data_r` and 3 other fields	High correlation
`send_code` is highly overall correlated with `adv_s` and 2 other fields	High correlation
`time` is highly overall correlated with `join_s` and 1 other fields	High correlation
`who_ch` is highly overall correlated with `join_s` and 2 other fields	High correlation
`sch_s` is highly imbalanced (74.8%)	Imbalance
`is_target` is highly imbalanced (75.4%)	Imbalance
`expaned_energy` is highly skewed (γ1 = 27.03886779)	Skewed
`dist_to_ch` has 41847 (14.2%) zeros	Zeros
`adv_s` has 265019 (90.0%) zeros	Zeros
`adv_r` has 7557 (2.6%) zeros	Zeros
`join_r` has 281976 (95.8%) zeros	Zeros
`rank` has 35459 (12.0%) zeros	Zeros
`data_s` has 45053 (15.3%) zeros	Zeros
`data_r` has 267201 (90.8%) zeros	Zeros
`data_sent_to_bs` has 260289 (88.4%) zeros	Zeros
`dist_ch_to_bs` has 260289 (88.4%) zeros	Zeros
`send_code` has 41806 (14.2%) zeros	Zeros

Reproduction

Analysis started	2024-10-25 16:27:08.794653
Analysis finished	2024-10-25 16:27:38.045491
Duration	29.25 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

time
Real number (ℝ)

High correlation

Distinct	144
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	713.42014

Minimum	50
Maximum	3203
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	50
5-th percentile	103
Q1	303
median	603
Q3	953
95-th percentile	1553
Maximum	3203
Range	3153
Interquartile range (IQR)	650

Descriptive statistics

Standard deviation	559.88438
Coefficient of variation (CV)	0.78478915
Kurtosis	3.9041704
Mean	713.42014
Median Absolute Deviation (MAD)	350
Skewness	1.6645677
Sum	2.1004444 × 10⁸
Variance	313470.52
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	13435	4.6%
103	13360	4.5%
253	13327	4.5%
153	13029	4.4%
203	12945	4.4%
303	12882	4.4%
353	12542	4.3%
403	11765	4.0%
453	11454	3.9%
503	11363	3.9%
Other values (134)	168317	57.2%

Value	Count	Frequency (%)
50	300	0.1%
53	13435	4.6%
100	300	0.1%
103	13360	4.5%
150	300	0.1%
153	13029	4.4%
200	300	0.1%
203	12945	4.4%
250	300	0.1%
253	13327	4.5%

Value	Count	Frequency (%)
3203	162	0.1%
3153	585	0.2%
3103	521	0.2%
3053	519	0.2%
3003	556	0.2%
2953	511	0.2%
2903	485	0.2%
2853	532	0.2%
2803	490	0.2%
2753	498	0.2%

who_ch
Real number (ℝ)

High correlation

Distinct	5686
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167967.68

Minimum	101000
Maximum	2901100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	101000
5-th percentile	102005
Q1	106046
median	112081
Q3	201065
95-th percentile	407100
Maximum	2901100
Range	2800100
Interquartile range (IQR)	95019

Descriptive statistics

Standard deviation	174421.21
Coefficient of variation (CV)	1.0384212
Kurtosis	60.470734
Mean	167967.68
Median Absolute Deviation (MAD)	7004
Skewness	6.5075764
Sum	4.9452878 × 10¹⁰
Variance	3.0422757 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202100	3528	1.2%
201100	1991	0.7%
203100	1593	0.5%
301100	927	0.3%
205100	905	0.3%
204100	867	0.3%
111100	846	0.3%
206100	807	0.3%
110100	777	0.3%
108100	746	0.3%
Other values (5676)	281432	95.6%

Value	Count	Frequency (%)
101000	222	0.1%
101001	389	0.1%
101002	111	< 0.1%
101003	281	0.1%
101005	286	0.1%
101006	252	0.1%
101007	133	< 0.1%
101008	76	< 0.1%
101009	245	0.1%
101010	93	< 0.1%

Value	Count	Frequency (%)
2901100	1	< 0.1%
2901001	1	< 0.1%
2802100	6	< 0.1%
2802096	1	< 0.1%
2802054	1	< 0.1%
2802034	1	< 0.1%
2802001	1	< 0.1%
2801100	6	< 0.1%
2801096	1	< 0.1%
2801054	1	< 0.1%

dist_to_ch
Real number (ℝ)

Zeros

Distinct	13832
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.583892

Minimum	0
Maximum	214.27462
Zeros	41847
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.91917
median	21.46811
Q3	36.52223
95-th percentile	65.43427
Maximum	214.27462
Range	214.27462
Interquartile range (IQR)	26.60306

Descriptive statistics

Standard deviation	22.299264
Coefficient of variation (CV)	0.87161342
Kurtosis	5.7552263
Mean	25.583892
Median Absolute Deviation (MAD)	12.81299
Skewness	1.6812511
Sum	7532383.9
Variance	497.25716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41847	14.2%
5.96867	239	0.1%
8.97549	222	0.1%
8.75269	215	0.1%
12.26259	193	0.1%
10.67763	182	0.1%
4.73337	177	0.1%
1.23076	176	0.1%
3.0131	175	0.1%
9.0031	173	0.1%
Other values (13822)	250820	85.2%

Value	Count	Frequency (%)
0	41847	14.2%
0.40092	84	< 0.1%
0.48993	75	< 0.1%
0.66713	81	< 0.1%
0.67335	82	< 0.1%
0.80238	42	< 0.1%
0.83439	70	< 0.1%
0.88798	135	< 0.1%
1.1225	146	< 0.1%
1.23076	176	0.1%

Value	Count	Frequency (%)
214.27462	25	< 0.1%
213.85247	21	< 0.1%
206.32935	9	< 0.1%
205.22083	9	< 0.1%
203.79135	8	< 0.1%
202.98739	7	< 0.1%
190.43411	5	< 0.1%
186.94848	7	< 0.1%
184.31794	6	< 0.1%
183.55017	7	< 0.1%

adv_s
Real number (ℝ)

High correlation Zeros

Distinct	85
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26374996

Minimum	0
Maximum	97
Zeros	265019
Zeros (%)	90.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	97
Range	97
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.189291
Coefficient of variation (CV)	8.3006306
Kurtosis	527.42395
Mean	0.26374996
Median Absolute Deviation (MAD)	0
Skewness	19.365275
Sum	77653
Variance	4.7929951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	265019	90.0%
1	26403	9.0%
11	162	0.1%
18	161	0.1%
17	155	0.1%
10	155	0.1%
14	151	0.1%
19	150	0.1%
16	149	0.1%
13	147	< 0.1%
Other values (75)	1767	0.6%

Value	Count	Frequency (%)
0	265019	90.0%
1	26403	9.0%
3	113	< 0.1%
4	104	< 0.1%
5	114	< 0.1%
6	123	< 0.1%
7	89	< 0.1%
8	105	< 0.1%
9	92	< 0.1%
10	155	0.1%

Value	Count	Frequency (%)
97	2	< 0.1%
96	3	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
91	2	< 0.1%
90	1	< 0.1%
88	2	< 0.1%
87	1	< 0.1%
84	1	< 0.1%
83	5	< 0.1%

adv_r
Real number (ℝ)

Zeros

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2871961

Minimum	0
Maximum	117
Zeros	7557
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	5
Q3	7
95-th percentile	27
Maximum	117
Range	117
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	7.0357426
Coefficient of variation (CV)	0.96549379
Kurtosis	9.7784835
Mean	7.2871961
Median Absolute Deviation (MAD)	2
Skewness	2.4372324
Sum	2145489
Variance	49.501674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4	47116	16.0%
5	42988	14.6%
6	36253	12.3%
3	33465	11.4%
7	29212	9.9%
2	21009	7.1%
8	16954	5.8%
9	10907	3.7%
28	10394	3.5%
0	7557	2.6%
Other values (21)	38564	13.1%

Value	Count	Frequency (%)
0	7557	2.6%
1	7499	2.5%
2	21009	7.1%
3	33465	11.4%
4	47116	16.0%
5	42988	14.6%
6	36253	12.3%
7	29212	9.9%
8	16954	5.8%
9	10907	3.7%

Value	Count	Frequency (%)
117	34	< 0.1%
29	7	< 0.1%
28	10394	3.5%
27	7274	2.5%
26	5312	1.8%
25	2966	1.0%
24	1594	0.5%
23	855	0.3%
22	652	0.2%
21	718	0.2%

join_s
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

1	252613
0	41806

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	294419
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	252613	85.8%
0	41806	14.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	252613	85.8%
0	41806	14.2%

Most occurring characters

Value	Count	Frequency (%)
1	252613	85.8%
0	41806	14.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	252613	85.8%
0	41806	14.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	252613	85.8%
0	41806	14.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	252613	85.8%
0	41806	14.2%

join_r
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60952588

Minimum	0
Maximum	124
Zeros	281976
Zeros (%)	95.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	124
Range	124
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.3064044
Coefficient of variation (CV)	7.0651708
Kurtosis	158.88879
Mean	0.60952588
Median Absolute Deviation (MAD)	0
Skewness	11.029409
Sum	179456
Variance	18.545119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	281976	95.8%
1	1238	0.4%
2	892	0.3%
3	818	0.3%
4	680	0.2%
5	639	0.2%
6	566	0.2%
7	494	0.2%
8	454	0.2%
9	428	0.1%
Other values (91)	6234	2.1%

Value	Count	Frequency (%)
0	281976	95.8%
1	1238	0.4%
2	892	0.3%
3	818	0.3%
4	680	0.2%
5	639	0.2%
6	566	0.2%
7	494	0.2%
8	454	0.2%
9	428	0.1%

Value	Count	Frequency (%)
124	1	< 0.1%
99	38	< 0.1%
98	7	< 0.1%
97	4	< 0.1%
96	1	< 0.1%
95	3	< 0.1%
94	3	< 0.1%
93	2	< 0.1%
92	3	< 0.1%
91	2	< 0.1%

sch_s
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0	281988
1	12431

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	294419
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	281988	95.8%
1	12431	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	281988	95.8%
1	12431	4.2%

Most occurring characters

Value	Count	Frequency (%)
0	281988	95.8%
1	12431	4.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	281988	95.8%
1	12431	4.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	281988	95.8%
1	12431	4.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	281988	95.8%
1	12431	4.2%

sch_r
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

1	241283
0	53136

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	294419
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	241283	82.0%
0	53136	18.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	241283	82.0%
0	53136	18.0%

Most occurring characters

Value	Count	Frequency (%)
1	241283	82.0%
0	53136	18.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	241283	82.0%
0	53136	18.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	241283	82.0%
0	53136	18.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	241283	82.0%
0	53136	18.0%

rank
Real number (ℝ)

High correlation Zeros

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.557437

Minimum	0
Maximum	99
Zeros	35459
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	16
95-th percentile	45
Maximum	99
Range	99
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	15.653245
Coefficient of variation (CV)	1.3543872
Kurtosis	5.270997
Mean	11.557437
Median Absolute Deviation (MAD)	5
Skewness	2.1448203
Sum	3402729
Variance	245.02407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	73805	25.1%
0	35459	12.0%
3	11465	3.9%
2	11052	3.8%
5	9850	3.3%
4	9330	3.2%
7	8651	2.9%
6	8136	2.8%
9	7749	2.6%
8	7088	2.4%
Other values (90)	111834	38.0%

Value	Count	Frequency (%)
0	35459	12.0%
1	73805	25.1%
2	11052	3.8%
3	11465	3.9%
4	9330	3.2%
5	9850	3.3%
6	8136	2.8%
7	8651	2.9%
8	7088	2.4%
9	7749	2.6%

Value	Count	Frequency (%)
99	40	< 0.1%
98	51	< 0.1%
97	63	< 0.1%
96	52	< 0.1%
95	65	< 0.1%
94	65	< 0.1%
93	80	< 0.1%
92	75	< 0.1%
91	82	< 0.1%
90	82	< 0.1%

data_s
Real number (ℝ)

High correlation Zeros

Distinct	186
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.237614

Minimum	0
Maximum	241
Zeros	45053
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18
median	37
Q3	60
95-th percentile	120
Maximum	241
Range	241
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	38.457455
Coefficient of variation (CV)	0.86933836
Kurtosis	3.2940095
Mean	44.237614
Median Absolute Deviation (MAD)	21
Skewness	1.4963937
Sum	13024394
Variance	1478.9758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45053	15.3%
13	13854	4.7%
55	6237	2.1%
76	5918	2.0%
62	5838	2.0%
85	5761	2.0%
51	5709	1.9%
53	5702	1.9%
24	5685	1.9%
65	5669	1.9%
Other values (176)	188993	64.2%

Value	Count	Frequency (%)
0	45053	15.3%
1	9	< 0.1%
2	191	0.1%
3	249	0.1%
4	335	0.1%
5	438	0.1%
6	511	0.2%
7	428	0.1%
8	373	0.1%
9	307	0.1%

Value	Count	Frequency (%)
241	714	0.2%
240	1	< 0.1%
237	1	< 0.1%
235	1	< 0.1%
229	1	< 0.1%
226	1	< 0.1%
220	1	< 0.1%
206	1195	0.4%
204	1	< 0.1%
202	2	< 0.1%

data_r
Real number (ℝ)

High correlation Zeros

Distinct	1294
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.187332

Minimum	0
Maximum	1496
Zeros	267201
Zeros (%)	90.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	664.1
Maximum	1496
Range	1496
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	238.58994
Coefficient of variation (CV)	3.6047674
Kurtosis	13.469989
Mean	66.187332
Median Absolute Deviation (MAD)	0
Skewness	3.7870401
Sum	19486808
Variance	56925.157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	267201	90.8%
241	1153	0.4%
351	825	0.3%
412	710	0.2%
117	673	0.2%
611	625	0.2%
543	569	0.2%
91	500	0.2%
640	464	0.2%
720	445	0.2%
Other values (1284)	21254	7.2%

Value	Count	Frequency (%)
0	267201	90.8%
1	142	< 0.1%
2	1	< 0.1%
4	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
12	4	< 0.1%
13	1	< 0.1%
14	3	< 0.1%

Value	Count	Frequency (%)
1496	1	< 0.1%
1494	4	< 0.1%
1493	2	< 0.1%
1492	10	< 0.1%
1491	6	< 0.1%
1490	1	< 0.1%
1489	3	< 0.1%
1488	2	< 0.1%
1487	5	< 0.1%
1486	5	< 0.1%

data_sent_to_bs
Real number (ℝ)

High correlation Zeros

Distinct	223
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8708949

Minimum	0
Maximum	241
Zeros	260289
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13
Maximum	241
Range	241
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.298891
Coefficient of variation (CV)	4.9856407
Kurtosis	67.066136
Mean	3.8708949
Median Absolute Deviation (MAD)	0
Skewness	7.6004568
Sum	1139665
Variance	372.4472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	260289	88.4%
13	12979	4.4%
1	2347	0.8%
2	1368	0.5%
3	940	0.3%
6	706	0.2%
4	670	0.2%
8	633	0.2%
5	625	0.2%
7	579	0.2%
Other values (213)	13283	4.5%

Value	Count	Frequency (%)
0	260289	88.4%
1	2347	0.8%
2	1368	0.5%
3	940	0.3%
4	670	0.2%
5	625	0.2%
6	706	0.2%
7	579	0.2%
8	633	0.2%
9	545	0.2%

Value	Count	Frequency (%)
241	245	0.1%
240	36	< 0.1%
239	21	< 0.1%
238	19	< 0.1%
237	7	< 0.1%
236	9	< 0.1%
235	3	< 0.1%
234	4	< 0.1%
233	3	< 0.1%
232	6	< 0.1%

dist_ch_to_bs
Real number (ℝ)

High correlation Zeros

Distinct	305
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.764395

Minimum	0
Maximum	201.93494
Zeros	260289
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	135.58222
Maximum	201.93494
Range	201.93494
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	42.050197
Coefficient of variation (CV)	2.8480812
Kurtosis	5.609535
Mean	14.764395
Median Absolute Deviation (MAD)	0
Skewness	2.6672493
Sum	4346918.5
Variance	1768.219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	260289	88.4%
136.03878	627	0.2%
159.31297	609	0.2%
88.47785	507	0.2%
93.93772	500	0.2%
165.46205	471	0.2%
123.96292	451	0.2%
102.66424	415	0.1%
201.93494	408	0.1%
181.31284	405	0.1%
Other values (295)	29737	10.1%

Value	Count	Frequency (%)
0	260289	88.4%
54.93262	402	0.1%
75.52972	102	< 0.1%
76.04676	91	< 0.1%
77.63787	70	< 0.1%
77.82286	57	< 0.1%
78.70375	63	< 0.1%
78.91449	123	< 0.1%
79.19069	123	< 0.1%
79.55137	74	< 0.1%

Value	Count	Frequency (%)
201.93494	408	0.1%
181.31284	405	0.1%
176.98899	70	< 0.1%
176.62353	93	< 0.1%
176.42103	57	< 0.1%
176.40744	215	0.1%
176.34359	58	< 0.1%
175.01596	61	< 0.1%
174.29523	63	< 0.1%
173.64043	94	< 0.1%

send_code
Real number (ℝ)

High correlation Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7051821

Minimum	0
Maximum	15
Zeros	41806
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	7
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.353416
Coefficient of variation (CV)	0.86996585
Kurtosis	3.5150116
Mean	2.7051821
Median Absolute Deviation (MAD)	1
Skewness	1.4968583
Sum	796457
Variance	5.5385669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	66518	22.6%
2	55128	18.7%
3	43430	14.8%
0	41806	14.2%
4	32907	11.2%
5	21788	7.4%
6	13299	4.5%
7	8616	2.9%
8	4213	1.4%
9	1964	0.7%
Other values (6)	4750	1.6%

Value	Count	Frequency (%)
0	41806	14.2%
1	66518	22.6%
2	55128	18.7%
3	43430	14.8%
4	32907	11.2%
5	21788	7.4%
6	13299	4.5%
7	8616	2.9%
8	4213	1.4%
9	1964	0.7%

Value	Count	Frequency (%)
15	605	0.2%
14	553	0.2%
13	786	0.3%
12	684	0.2%
11	876	0.3%
10	1246	0.4%
9	1964	0.7%
8	4213	1.4%
7	8616	2.9%
6	13299	4.5%

expaned_energy
Real number (ℝ)

Skewed

Distinct	57467
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28442205

Minimum	0
Maximum	45.09394
Zeros	10
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.019169
Q1	0.05306
median	0.08745
Q3	0.1598
95-th percentile	1.716162
Maximum	45.09394
Range	45.09394
Interquartile range (IQR)	0.10674

Descriptive statistics

Standard deviation	0.70894659
Coefficient of variation (CV)	2.4925866
Kurtosis	1621.3315
Mean	0.28442205
Median Absolute Deviation (MAD)	0.04201
Skewness	27.038868
Sum	83739.257
Variance	0.50260527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00447	876	0.3%
0.00448	627	0.2%
0.00446	506	0.2%
0.00606	391	0.1%
0.00607	388	0.1%
0.00608	274	0.1%
0.0043	272	0.1%
0.00449	252	0.1%
0.00583	232	0.1%
0.0061	213	0.1%
Other values (57457)	290388	98.6%

Value	Count	Frequency (%)
0	10	< 0.1%
0.00093	8	< 0.1%
0.00108	62	< 0.1%
0.00167	1	< 0.1%
0.00168	15	< 0.1%
0.00169	27	< 0.1%
0.0017	11	< 0.1%
0.00171	13	< 0.1%
0.00172	22	< 0.1%
0.00173	22	< 0.1%

Value	Count	Frequency (%)
45.09394	1	< 0.1%
45.09063	1	< 0.1%
45.07812	1	< 0.1%
45.07668	1	< 0.1%
45.07618	1	< 0.1%
45.07489	1	< 0.1%
45.0745	1	< 0.1%
45.07431	1	< 0.1%
45.07407	1	< 0.1%
45.07405	1	< 0.1%

is_target
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0	272053
1	11677
2	8039
3	2650

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	294419
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	272053	92.4%
1	11677	4.0%
2	8039	2.7%
3	2650	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	272053	92.4%
1	11677	4.0%
2	8039	2.7%
3	2650	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	272053	92.4%
1	11677	4.0%
2	8039	2.7%
3	2650	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	272053	92.4%
1	11677	4.0%
2	8039	2.7%
3	2650	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	272053	92.4%
1	11677	4.0%
2	8039	2.7%
3	2650	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	294419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	272053	92.4%
1	11677	4.0%
2	8039	2.7%
3	2650	0.9%

	adv_r	adv_s	data_r	data_s	data_sent_to_bs	dist_ch_to_bs	dist_to_ch	expaned_energy	is_target	join_r	join_s	rank	sch_r	sch_s	send_code	time	who_ch
adv_r	1.000	0.246	-0.111	0.132	-0.036	-0.032	-0.202	0.229	0.266	-0.001	0.294	-0.166	0.455	0.092	0.243	0.023	0.051
adv_s	0.246	1.000	0.400	-0.489	0.491	0.483	-0.495	0.011	0.483	0.626	0.216	-0.512	0.139	0.053	-0.501	0.270	0.305
data_r	-0.111	0.400	1.000	-0.415	0.694	0.679	-0.432	0.347	0.167	0.665	0.683	-0.308	0.584	0.708	-0.459	0.134	0.159
data_s	0.132	-0.489	-0.415	1.000	-0.377	-0.379	0.059	0.380	0.232	-0.308	0.571	0.057	0.659	0.295	0.511	-0.095	-0.131
data_sent_to_bs	-0.036	0.491	0.694	-0.377	1.000	0.995	-0.457	0.367	0.145	0.420	0.348	-0.345	0.297	0.696	-0.452	0.217	0.266
dist_ch_to_bs	-0.032	0.483	0.679	-0.379	0.995	1.000	-0.457	0.354	0.275	0.385	0.747	-0.342	0.622	0.389	-0.454	0.226	0.275
dist_to_ch	-0.202	-0.495	-0.432	0.059	-0.457	-0.457	1.000	-0.324	0.166	-0.312	0.407	0.431	0.346	0.210	0.265	-0.245	-0.275
expaned_energy	0.229	0.011	0.347	0.380	0.367	0.354	-0.324	1.000	0.024	0.185	0.008	-0.234	0.008	0.015	0.064	0.023	0.057
is_target	0.266	0.483	0.167	0.232	0.145	0.275	0.166	0.024	1.000	0.155	0.705	0.129	0.588	0.418	0.217	0.471	0.416
join_r	-0.001	0.626	0.665	-0.308	0.420	0.385	-0.312	0.185	0.155	1.000	0.323	-0.323	0.280	0.626	-0.316	0.042	0.041
join_s	0.294	0.216	0.683	0.571	0.348	0.747	0.407	0.008	0.705	0.323	1.000	0.269	0.844	0.516	0.533	0.559	0.630
rank	-0.166	-0.512	-0.308	0.057	-0.345	-0.342	0.431	-0.234	0.129	-0.323	0.269	1.000	0.205	0.164	0.230	-0.301	-0.328
sch_r	0.455	0.139	0.584	0.659	0.297	0.622	0.346	0.008	0.588	0.280	0.844	0.205	1.000	0.447	0.440	0.471	0.539
sch_s	0.092	0.053	0.708	0.295	0.696	0.389	0.210	0.015	0.418	0.626	0.516	0.164	0.447	1.000	0.275	0.145	0.078
send_code	0.243	-0.501	-0.459	0.511	-0.452	-0.454	0.265	0.064	0.217	-0.316	0.533	0.230	0.440	0.275	1.000	-0.190	-0.216
time	0.023	0.270	0.134	-0.095	0.217	0.226	-0.245	0.023	0.471	0.042	0.559	-0.301	0.471	0.145	-0.190	1.000	0.983
who_ch	0.051	0.305	0.159	-0.131	0.266	0.275	-0.275	0.057	0.416	0.041	0.630	-0.328	0.539	0.078	-0.216	0.983	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	time	who_ch	dist_to_ch	adv_s	adv_r	join_s	join_r	sch_s	sch_r	rank	data_s	data_r	data_sent_to_bs	dist_ch_to_bs	send_code	expaned_energy
0	50	101000	0.00	1	0	0	25	1	0	0	0	1200	48	130.09	0	2.47
1	50	101058	11.45	0	6	1	0	0	1	2	49	0	0	0.00	3	0.08
2	50	101089	5.97	0	7	1	0	0	1	8	111	0	0	0.00	2	0.18
3	50	101020	17.17	0	7	1	0	0	1	6	57	0	0	0.00	3	0.09
4	50	101020	15.31	0	7	1	0	0	1	8	57	0	0	0.00	3	0.09
5	50	101080	26.31	0	7	1	0	0	1	12	72	0	0	0.00	6	0.12
6	50	101024	27.36	0	7	1	0	0	1	17	46	0	0	0.00	1	0.07
7	50	101033	17.94	0	7	1	0	0	1	7	103	0	0	0.00	4	0.17
8	50	101020	41.86	0	7	1	0	0	1	11	57	0	0	0.00	3	0.10
9	50	101080	11.96	0	7	1	0	0	1	3	72	0	0	0.00	6	0.12

	time	who_ch	adv_s	adv_r	join_r	sch_s	data_r	expaned_energy	is_target
294409	3203	901065	1	26	0	0	0	0.00	2
294410	3203	901100	1	26	0	0	0	0.00	2
294411	3203	901075	1	26	0	0	0	0.00	2
294412	3203	901100	1	26	0	0	0	0.00	2
294413	3203	901100	1	26	0	0	0	0.00	2
294414	3203	901100	1	26	0	0	0	0.00	2
294415	3203	905100	1	26	0	0	0	0.00	2
294416	3203	905100	1	26	0	0	0	0.00	2
294417	3203	506043	1	5	0	0	0	0.01	2
294418	3203	508100	1	26	1	1	241	0.01	2

Most frequently occurring

	time	who_ch	adv_s	adv_r	is_target	# duplicates
6585	2503	705100	1	26	2	18
6033	1653	404100	1	26	2	16
6258	2053	506100	1	26	2	16
7014	2953	806100	1	25	2	16
7230	3153	904100	1	26	2	16
6166	1903	503100	1	26	2	15
6627	2553	706100	1	26	2	15
7257	3203	905100	1	26	2	15
5969	1553	402100	1	26	2	13
6065	1703	501100	1	26	2	13

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring